DocumentCode
2896827
Title
Experimental evaluation of a procedure for estimating nonhomogeneous Poisson processes having cyclic behavior
Author
Johnson, Mary A. ; Lee, Sanghoon ; Wilson, James R.
Author_Institution
Dept. of Mech. & Ind. Eng., Illinois Univ., Urbana, IL, USA
fYear
1991
fDate
8-11 Dec 1991
Firstpage
958
Lastpage
967
Abstract
The authors summarize an experimental performance evaluation of a procedure for estimating a nonhomogeneous Poisson process having an exponential rate function whose exponent includes both polynomial and trigonometric components. Maximum likelihood estimates of the unknown continuous parameters of the rate function are obtained numerically, and the degree of the polynomial rate component is determined by a likelihood ratio test. Although this procedure can estimate the oscillation frequency of the trigonometric rate component, the experimental evaluation of this procedure is limited to the case of a known frequency. A piecewise thinning algorithm is used to generate independent replications of selected arrival processes having the postulated type of rate function
Keywords
modelling; performance evaluation; stochastic processes; cyclic behavior; exponential rate function; independent replications; likelihood ratio test; nonhomogeneous Poisson process; oscillation frequency; performance evaluation; piecewise thinning algorithm; polynomial rate component; selected arrival processes; tolerance intervals; trigonometric rate component; unknown continuous parameters; Error analysis; Frequency estimation; Industrial engineering; Maximum likelihood estimation; Monte Carlo methods; Piecewise linear techniques; Polynomials; Spectral analysis; State estimation; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Simulation Conference, 1991. Proceedings., Winter
Conference_Location
Phoenix, AZ
Print_ISBN
0-7803-0181-1
Type
conf
DOI
10.1109/WSC.1991.185711
Filename
185711
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